That's right, just enable this Lab in Gmail's settings, and you'll be able to do your Google searches without opening up a new tab or window.

You also won't have to copy paste the search results either, when you find what you're looking for — search results open in a chat-like window in Gmail and then ask you if you want to email or chat the search result. Brilliant.